Review
Open access
Jul 2026
Systematic assessment of mixed imputation methods and explainable machine learning
It is concluded that future research must construct a more rigorous evidence chain within multicenter and multimodal frameworks, specifically regarding missing data mechanisms, sensitivity analyses, calibration and net benefit assessments, and the availability of reproducible materials to substantiate generalizable clinical utility.
Jiayao Li, Yan Zhao
· World Journal of Gastrointes... · 0 citations